{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "3f42a076",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1800x1000 with 6 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "plt.rcParams['font.sans-serif'] = ['SimHei']\n",
    "plt.rcParams['axes.unicode_minus'] = False\n",
    "# 数据准备\n",
    "data = {\n",
    "    \"年龄范围\": [\"18-24\", \"25-29\", \"30-34\", \"35-39\", \"40及以上\"],\n",
    "    \"年龄人数\": [97, 229, 325, 297, 522],\n",
    "    \"性别\": [\"男\", \"女\"],\n",
    "    \"性别人数\": [882, 588],\n",
    "    \"婚姻状况\": [\"单身\", \"已婚\", \"离异\"],\n",
    "    \"婚姻人数\": [470, 673, 327],\n",
    "    \"学历\": [\"博士研究生\", \"硕士研究生\", \"本科\", \"专科\", \"专科以下\"],\n",
    "    \"学历人数\": [48, 398, 572, 170, 282],\n",
    "    \"部门\": [\"销售部\", \"研发部\", \"信息技术部\", \"行政部\", \"人力资源部\", \"财务部\"],\n",
    "    \"部门人数\": [437, 799, 162, 9, 46, 17],\n",
    "    \"人员变动\": [\"入职\", \"转入\", \"转出\"],\n",
    "    \"变动人数\": [40, 5, 5],\n",
    "}\n",
    "\n",
    "# 创建统一背景\n",
    "fig, axes = plt.subplots(2, 3, figsize=(18, 10), facecolor=\"#1f3b6f\")\n",
    "fig.subplots_adjust(hspace=0.5, wspace=0.3)\n",
    "fig.text(0.5, 0.95, \"公司人员结构\", ha=\"center\", va=\"center\", fontsize=24, color=\"white\", weight=\"bold\")\n",
    "\n",
    "# 年龄分布\n",
    "ax1 = axes[0, 0]\n",
    "ax1.set_facecolor(\"#274472\")\n",
    "ax1.pie(data[\"年龄人数\"], labels=data[\"年龄范围\"], autopct=\"%1.0f%%\", startangle=90, colors=[\"#ffbf00\", \"#ff8000\", \"#80ffbf\", \"#00bfff\", \"#8080ff\"])\n",
    "ax1.set_title(\"年龄\", color=\"white\", fontsize=14)\n",
    "\n",
    "# 性别分布\n",
    "ax2 = axes[0, 1]\n",
    "ax2.set_facecolor(\"#274472\")\n",
    "ax2.pie(data[\"性别人数\"], labels=data[\"性别\"], autopct=\"%1.0f%%\", startangle=90, colors=[\"#ffbf00\", \"#00bfff\"])\n",
    "ax2.set_title(\"性别\", color=\"white\", fontsize=14)\n",
    "\n",
    "# 婚姻状况\n",
    "ax3 = axes[0, 2]\n",
    "ax3.set_facecolor(\"#274472\")\n",
    "ax3.pie(data[\"婚姻人数\"], labels=data[\"婚姻状况\"], autopct=\"%1.0f%%\", startangle=90, colors=[\"#ff8000\", \"#00bfff\", \"#80ffbf\"])\n",
    "ax3.set_title(\"婚姻状况\", color=\"white\", fontsize=14)\n",
    "\n",
    "# 学历分布\n",
    "ax4 = axes[1, 0]\n",
    "ax4.set_facecolor(\"#274472\")\n",
    "ax4.barh(data[\"学历\"], data[\"学历人数\"], color=\"#00bfff\")\n",
    "ax4.set_xlabel(\"人数\", color=\"white\")\n",
    "ax4.set_title(\"学历\", color=\"white\", fontsize=14)\n",
    "ax4.tick_params(axis=\"x\", colors=\"white\")\n",
    "ax4.tick_params(axis=\"y\", colors=\"white\")\n",
    "\n",
    "# 人员变动\n",
    "ax5 = axes[1, 1]\n",
    "ax5.set_facecolor(\"#274472\")\n",
    "ax5.bar(data[\"人员变动\"], data[\"变动人数\"], color=\"#00bfff\")\n",
    "ax5.set_xlabel(\"类型\", color=\"white\")\n",
    "ax5.set_ylabel(\"人数\", color=\"white\")\n",
    "ax5.set_title(\"总人数: 1470\\n入转调\", color=\"white\", fontsize=14)\n",
    "ax5.tick_params(axis=\"x\", colors=\"white\")\n",
    "ax5.tick_params(axis=\"y\", colors=\"white\")\n",
    "\n",
    "# 部门分布\n",
    "ax6 = axes[1, 2]\n",
    "ax6.set_facecolor(\"#274472\")\n",
    "ax6.barh(data[\"部门\"], data[\"部门人数\"], color=\"#00bfff\")\n",
    "ax6.set_xlabel(\"人数\", color=\"white\")\n",
    "ax6.set_title(\"部门\", color=\"white\", fontsize=14)\n",
    "ax6.tick_params(axis=\"x\", colors=\"white\")\n",
    "ax6.tick_params(axis=\"y\", colors=\"white\")\n",
    "plt.rcParams['font.sans-serif'] = ['SimHei']\n",
    "plt.rcParams['axes.unicode_minus'] = False\n",
    "# 显示图表\n",
    "plt.show()"
   ]
  }
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